{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt  # 导入matplotlib库用于绘制图形\n",
    "from mpl_toolkits.mplot3d import Axes3D  # 导入3D绘图工具包\n",
    "import numpy as np  # 导入numpy库用于数组和数值计算\n",
    "import matplotlib.cm as cm  # 导入matplotlib的颜色映射模块\n",
    "import matplotlib.colors as mcolors  # 导入颜色规范模块\n",
    "from mpl_toolkits.mplot3d.art3d import Poly3DCollection  # 导入3D多边形集合，用于填充区域\n",
    "\n",
    "# 数据定义\n",
    "batch_sizes = [5, 10, 15, 20, 25]  # 不同的batch size\n",
    "epochs = [10, 20, 30, 40, 50, 60, 70, 80]  # 不同的epoch\n",
    "# 需要展示变化的Epoch\n",
    "show_epochs = [20, 50, 80]  # 特定的epoch用于重点展示\n",
    "accuracies = [  # 模拟不同batch size和epoch下的准确率\n",
    "    [0.21, 0.22, 0.24, 0.34, 0.44, 0.54, 0.61, 0.75],\n",
    "    [0.23, 0.30, 0.38, 0.40, 0.60, 0.72, 0.84, 0.92],\n",
    "    [0.14, 0.22, 0.38, 0.44, 0.70, 0.77, 0.85, 0.93],\n",
    "    [0.15, 0.25, 0.40, 0.43, 0.65, 0.72, 0.84, 0.93],\n",
    "    [0.16, 0.28, 0.38, 0.44, 0.68, 0.77, 0.84, 0.93]\n",
    "]\n",
    "\n",
    "# 创建网格\n",
    "X, Y = np.meshgrid(epochs, batch_sizes)  # 创建X-Y网格\n",
    "Z = np.array(accuracies)  # 将准确率数据转化为numpy数组\n",
    "\n",
    "# 绘制3D图形\n",
    "fig = plt.figure(figsize=(10, 8))  # 创建一个10x8英寸的图形\n",
    "ax = fig.add_subplot(111, projection='3d')  # 添加3D坐标轴\n",
    "\n",
    "# 创建颜色映射\n",
    "norm = mcolors.Normalize(vmin=min(batch_sizes), vmax=max(batch_sizes))  # 归一化batch size，用于颜色映射\n",
    "cmap = cm.viridis  # 使用viridis颜色映射\n",
    "\n",
    "# 设置统一的线宽\n",
    "line_width = 1.0  # 统一的线宽设置\n",
    "\n",
    "# 绘制每个batch size的折线\n",
    "for i, batch_size in enumerate(batch_sizes):  # 循环遍历每个batch size\n",
    "    # 绘制批次大小对应的3D曲线\n",
    "    ax.plot(epochs, [batch_size]*len(epochs), accuracies[i], label=f'Batch Size {batch_size}', color=cmap(norm(batch_size)), linewidth=line_width)\n",
    "    \n",
    "    # 画出折线在平面上的投影\n",
    "    ax.plot(epochs, [batch_size]*len(epochs), np.zeros(len(epochs)), color=cmap(norm(batch_size)), linewidth=line_width)\n",
    "    \n",
    "    # 创建用于填充的多边形顶点\n",
    "    verts = [(x, batch_size, z) for x, z in zip(epochs, accuracies[i])]  # 曲线上的顶点坐标\n",
    "    verts += [(x, batch_size, 0) for x in epochs[::-1]]  # XY平面上的顶点 (Z=0)\n",
    "    \n",
    "    # 使用 Poly3DCollection 填充曲线与 XY 平面之间的区域\n",
    "    poly = Poly3DCollection([verts], color=cmap(norm(batch_size)), alpha=0.3)  # 创建半透明填充区域\n",
    "    ax.add_collection3d(poly)  # 将填充区域添加到图形中\n",
    "\n",
    "# 添加颜色条\n",
    "mappable = cm.ScalarMappable(norm=norm, cmap=cmap)  # 创建颜色映射器\n",
    "mappable.set_array(batch_sizes)  # 设置颜色映射的数据范围\n",
    "fig.colorbar(mappable, ax=ax, shrink=0.5, aspect=10)  # 添加颜色条，调整大小和形状\n",
    "\n",
    "# 在特定的epoch上展示点和数值\n",
    "for epoch in show_epochs:  # 遍历需要重点展示的epoch\n",
    "    data_list_x = []  # 存储epoch的数据\n",
    "    data_list_y = []  # 存储batch size的数据\n",
    "    data_list_z = []  # 存储准确率数据\n",
    "    for i, batch_size in enumerate(batch_sizes):  # 遍历每个batch size\n",
    "        # 绘制重点的散点图，突出显示\n",
    "        ax.scatter(epoch, batch_size, accuracies[i][epochs.index(epoch)], color=cmap(norm(batch_size)), s=20, edgecolor='black', zorder=10)\n",
    "        # 在散点旁边显示数值\n",
    "        ax.text(epoch, batch_size, accuracies[i][epochs.index(epoch)], f'{accuracies[i][epochs.index(epoch)]:.2f}', color='black', zorder=10)\n",
    "        data_list_x.append(epoch)  # 记录当前的epoch\n",
    "        data_list_y.append(batch_size)  # 记录当前的batch size\n",
    "        data_list_z.append(accuracies[i][epochs.index(epoch)])  # 记录当前的准确率\n",
    "    # 绘制每个特定epoch下的虚线连接不同batch size的准确率\n",
    "    ax.plot(data_list_x, data_list_y, data_list_z, color='black', linewidth=line_width, linestyle='--')\n",
    "\n",
    "# 设置坐标轴标签\n",
    "ax.set_xlabel('Epochs')  # 设置X轴标签\n",
    "ax.set_ylabel('Batch Size')  # 设置Y轴标签\n",
    "ax.set_zlabel('Accuracy', labelpad=-2)  # 设置Z轴标签\n",
    "\n",
    "# 关闭默认的网格\n",
    "ax.grid(False)  # 关闭网格线\n",
    "\n",
    "# 调整视角\n",
    "ax.view_init(elev=30, azim=225)  # 设置视角：俯视角30度，方位角225度\n",
    "\n",
    "plt.savefig('3d_plot.png', dpi=300, bbox_inches='tight')  # 保存图形为高分辨率的PNG文件\n",
    "# 显示图形\n",
    "plt.show()  # 显示图形"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
